{"id":"W3196186015","doi":"10.1016/j.tate.2021.103474","title":"When seekers reap rewards and providers pay a price: The role of relationships and discussion in improving practice in a community of learning","year":2021,"lang":"en","type":"article","venue":"Teaching and Teacher Education","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Perception; Seekers; Resource (disambiguation); Psychology; Community of practice; Professional learning community; Public relations; Professional development; Social psychology; Pedagogy; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009892046,0.0001814319,0.0002404518,0.0009299452,0.006418179,0.004983173,0.001043944,0.002167758,0.003939999],"category_scores_gemma":[0.04176104,0.0002891322,0.0002135933,0.0004942814,0.005169783,0.005276586,0.0052898,0.001705629,0.0002954809],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002082104,"about_ca_system_score_gemma":0.004545915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004802869,"about_ca_topic_score_gemma":0.009801548,"domain_scores_codex":[0.9884962,0.008279417,0.0002196534,0.00040763,0.001187242,0.00140993],"domain_scores_gemma":[0.9709406,0.01446988,0.006606174,0.0007330732,0.001572957,0.005677217],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004365095,0.001242797,0.170599,0.0004232649,0.00008754514,0.002607266,0.5808419,0.0003299284,0.003335939,0.01567388,0.006056636,0.2183653],"study_design_scores_gemma":[0.00008247574,0.0006219404,0.1045214,0.0004203749,0.000053615,0.001165047,0.8474802,0.001046997,0.0006920616,0.01168121,0.03215085,0.0000839309],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9756104,0.0005796772,0.0009910589,0.009466934,0.00006299913,0.00004212554,0.000008618417,0.0000231464,0.01321506],"genre_scores_gemma":[0.9981242,0.0001305205,0.0004405975,0.000309224,0.00002544395,0.00001356367,0.000003440867,0.000006103106,0.0009468939],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009892046,"threshold_uncertainty_score":0.05231476,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04725651015885843,"score_gpt":0.3647978639216501,"score_spread":0.3175413537627917,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}